Contextual Link Relevance Scorer

Name: Contextual Link Relevance Scorer
Price: 49 USD
Author: AAIO Inc

v1.0 documentation

Score each internal link by how relevant it is to the surrounding paragraph. Find forced/irrelevant links that hurt UX and dilute topical signals.

URL inputXLSX export

contextual_link_scorer.py119 lines2 paramsPython 3.8+

Quick start

terminal

pip install -r requirements.txt

terminal

python contextual_link_scorer.py --url https://example.com/post --output context_links.xlsx

Add --output report.xlsx to save results as a spreadsheet.

Parameters

Flag	Description
`--url` required	Url
`--output`	Save as XLSX

help

python contextual_link_scorer.py --help

Use cases

Link audit

Monthly monitoring

Outreach prep

Run as part of a comprehensive site audit. Identify problems, export to XLSX, and include specific fix recommendations in your report.

Schedule monthly runs and compare XLSX exports to track changes. Catch issues before they impact rankings.

Use the output to identify link building opportunities. Export prospects and feed into your outreach pipeline.

Works well with

Combine with other tools for a complete workflow:

Dependencies

Requires: beautifulsoup4, pandas, requests, scikit-learn, sentence-transformers. All included in requirements.txt.

One-time payment. Lifetime access. No monthly fees.
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AAIO Inc — aaioinc.com/tools/contextual_link_scorer/